{"id":"W2322582473","doi":"10.1155/2005/659614","title":"2005 CAG Educational Need Assessment Report","year":2005,"lang":"en","type":"article","venue":"Canadian Journal of Gastroenterology","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Apheresis Group","funders":"","keywords":"Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004828211,0.0004561743,0.0003284101,0.006846809,0.001315489,0.001608273,0.001206475,0.001444414,0.02661926],"category_scores_gemma":[0.0117279,0.0003322604,0.000541862,0.004528999,0.0001857273,0.0008393663,0.001019875,0.001236088,0.005793036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009565637,"about_ca_system_score_gemma":0.02819543,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3187052,"about_ca_topic_score_gemma":0.3922729,"domain_scores_codex":[0.9971456,0.0003597834,0.0003960072,0.0001606783,0.001502697,0.0004352089],"domain_scores_gemma":[0.9665045,0.002772793,0.001697567,0.0005208555,0.02350949,0.004994686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0003113987,0.0003686149,0.06354132,0.0002047462,0.00002672657,0.0001395766,0.000234563,0.0004139367,0.0001568196,0.000685068,0.8998784,0.03403873],"study_design_scores_gemma":[0.0001980567,0.0003501302,0.4578237,0.0003312437,0.00005901054,0.0001697339,0.001527848,0.00128516,0.0008860504,0.0003745849,0.5369396,0.00005483198],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1425828,0.002963174,0.002483495,0.05620257,0.004042257,0.004865509,0.4330194,0.001778199,0.3520626],"genre_scores_gemma":[0.3366673,0.002969329,0.0117622,0.01351494,0.001114048,0.004356831,0.380354,0.0002748329,0.2489866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3187052,"threshold_uncertainty_score":0.6337003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02277645616223055,"score_gpt":0.3476810974588048,"score_spread":0.3249046412965742,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}